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. 2020 Apr 17;11:295. doi: 10.3389/fgene.2020.00295

Table 1.

Average performance of eight methods in two groups of simulation datasets and 10 real datasets.

Simulation and real data
Splat balance Splat imbalance Real dataset
ARI NMI ARI NMI ARI NMI
CIDR 0.19 0.24 0.35 0.37 0.41 0.50
SIMLR 0.19 0.34 0.20 0.34 0.55 0.67
scDeepCluster 0.25 0.30 0.46 0.54 0.49 0.69
mask MSE 0.39 0.45 0.57 0.58 0.71 0.69
weight MSE 0.76 0.78 0.86 0.85 0.71 0.69
ZINB 0.79 0.80 0.81 0.87 0.76 0.77
D-scDMFK 0.87 0.85 0.86 0.87 0.79 0.80
scDMFK 0.81 0.80 0.89 0.84 0.84 0.82

The bold values represent the maximum value of the corresponding column.